Byzantine Fault
A fault model in distributed systems theory in which system components may fail in arbitrary ways or send conflicting information. It is addressed through fault-tolerance mechanisms such as consensus protocols.
Timeline (last 90 days)
Multi-agent collaboration faces challenges similar to those of classical distributed systems: consistency, fault tolerance and retry, message ordering, and Byzantine faults; but the difference is that the behavior of traditional distributed nodes is deterministic and can be formally verified, whereas the behavior of LLM-based agents is probabilistic.
Byzantine faults originate from the "Byzantine Generals Problem" in distributed systems theory, referring to the situation where some nodes in a system may fail in arbitrary ways—not only stopping responding but possibly actively sending erroneous or contradictory information—and their behavior cannot be trusted.
All Facts (2)
Multi-agent collaboration faces challenges similar to those of classical distributed systems: consistency, fault tolerance and retry, message ordering, and Byzantine faults; but the difference is that the behavior of traditional distributed nodes is deterministic and can be formally verified, whereas the behavior of LLM-based agents is probabilistic.
50%UnverifiedByzantine faults originate from the "Byzantine Generals Problem" in distributed systems theory, referring to the situation where some nodes in a system may fail in arbitrary ways—not only stopping responding but possibly actively sending erroneous or contradictory information—and their behavior cannot be trusted.
50%